Repositories list

• DeepAdjoint_ML-Optimization_Integration

  Public
  Here, we combine deep learning (cDCGAN) with adjoint optimization (LumOpt) within a single user-friendly application (DeepAdjoint)). Reference: https://pubs.acs.org/doi/10.1021/acsphotonics.2c00968

  3•8•1•0•Updated Mar 18, 2023Mar 18, 2023

• Multiclass_Metasurface_InverseDesign

  Public
  Here, we use a conditional deep convolutional generative adversarial network (cDCGAN) to inverse design across multiple classes of metasurfaces. Reference: https://onlinelibrary.wiley.com/doi/10.1002/adom.202100548

  generative-adversarial-networknanophotonicsdcgan-pytorch

  Python

  •32•134•3•0•Updated Jun 3, 2022Jun 3, 2022

• ML_Tutorials

  Public
  Python

  •0•0•0•0•Updated Jun 2, 2022Jun 2, 2022

• Explainability_for_Photonics

  Public
  Here, we use Deep SHAP (or SHAP) to explain the behavior of nanophotonic structures learned by a convolutional neural network (CNN). Reference: https://pubs.acs.org/doi/full/10.1021/acsphotonics.0c01067

  nanophotonicsshapexplainability+ 1convolutional-neural-networks

  Python

  •1•20•0•0•Updated May 7, 2022May 7, 2022

• Scotch_Tape_Radiative_Cooler

  Public
  0•2•0•0•Updated Nov 17, 2021Nov 17, 2021

• Atmosphere_Model

  Public
  0•0•1•0•Updated Aug 24, 2021Aug 24, 2021